{"id":"W4379380106","doi":"10.1016/s2213-8587(23)00116-x","title":"Management of type 1 diabetes in pregnancy: update on lifestyle, pharmacological treatment, and novel technologies for achieving glycaemic targets","year":2023,"lang":"en","type":"review","venue":"The Lancet Diabetes & Endocrinology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Toronto","funders":"National Institutes of Health; Javna Agencija za Raziskovalno Dejavnost RS; Fonds Wetenschappelijk Onderzoek; Novo Nordisk; Dexcom; National Institute of Diabetes and Digestive and Kidney Diseases; ZonMw; Insulet Corporation; Diabetes Canada; Sanofi; Leona M. and Harry B. Helmsley Charitable Trust; Tandem Diabetes Care; Pfizer; AstraZeneca; Eli Lilly and Company","keywords":"Medicine; Pregnancy; Type 2 diabetes; Gestational diabetes; Diabetes mellitus; Type 1 diabetes; Obstetrics; Aspirin; Intensive care medicine; Weight gain; Gestation; Endocrinology; Internal medicine; Body weight","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004656496,0.0005805065,0.002788208,0.0006169582,0.00009207689,0.00002584309,0.0006720357,0.0002715255,0.00001941198],"category_scores_gemma":[0.0001639946,0.0003380979,0.0002872973,0.0007248973,0.0004526481,0.00004227083,0.000691901,0.0005925578,0.00007271057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389503,"about_ca_system_score_gemma":0.00004988609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001758608,"about_ca_topic_score_gemma":0.000002188465,"domain_scores_codex":[0.9964293,0.0001532657,0.0006513782,0.0007367677,0.0001877302,0.001841541],"domain_scores_gemma":[0.9978421,0.001046469,0.0003122793,0.0006937542,0.00004758337,0.00005775611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008712809,0.0003966968,0.003124484,0.02578075,0.003006471,0.00007150945,0.00001192265,0.00000290861,0.00004731606,0.003997022,0.0009694513,0.9625043],"study_design_scores_gemma":[0.004909466,0.002577286,0.001097913,0.02551213,0.004071714,0.000003352076,0.000060927,0.000144935,0.000229927,0.001137283,0.9596658,0.0005892112],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01259021,0.9798592,0.000001647237,0.001526362,0.0003199106,0.004531011,0.0001232515,0.0003564564,0.0006919115],"genre_scores_gemma":[0.002115991,0.9939273,0.0002807053,0.00009806141,0.0001494962,0.001994537,0.0001983772,0.00008969719,0.001145843],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9619151,"threshold_uncertainty_score":0.9999071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160277995069616,"score_gpt":0.3964174148960811,"score_spread":0.2803896153891195,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}